wowkin2

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

wowkin2

import ssl
import socket
import asyncio
import logging
import collections
import time

from asyncio import sslproto
from email._header_value_parser import get_addr_spec, get_angle_addr
from email.errors import HeaderParseError

wowkin2

#!/usr/bin/python3.7

import asyncio
import ipaddress
import re
import sys


MAX_NUMBER_WORKERS = 200

wowkin2

from collections import defaultdict, deque


class Graph(object):
    def __init__(self):
        self.nodes = set()
        self.edges = defaultdict(list)
        self.distances = {}

    def add_node(self, value):

wowkin2

#-*- coding: utf-8 -*-

# Python 3.4
# author: http://blog.dokenzy.com/
# date: 2015. 4. 8

# References
# http://www.imcore.net/encrypt-decrypt-aes256-c-objective-ios-iphone-ipad-php-java-android-perl-javascript/
# http://stackoverflow.com/questions/12562021/aes-decryption-padding-with-pkcs5-python
# http://stackoverflow.com/questions/12524994/encrypt-decrypt-using-pycrypto-aes-256

wowkin2

Setup a Local Only Email Server (Windows Only)

1 - Install hMailServer

Download hMailServer from here: http://www.hmailserver.com/index.php?page=background_download_file&downloadid=207.

• In setup, select internal db engine.
• Now you have a service called hMailServer and an administration program on the Windows start menu (hMailServer Administrator).

2 - Create a domain

wowkin2

import httplib2
from apiclient.discovery import build
from oauth2client.client import AccessTokenCredentials

def connect_helper(user):
    c = user.social_auth.get(provider='google-oauth2')
    access_token = c.tokens['access_token']
 
    credentials = AccessTokenCredentials(access_token, 'my-user-agent/1.0')
    http = httplib2.Http()

wowkin2

The following attack will display a "you've been signed out" page for GMail, and attempt to steal your account credentials.

DO NOT PUT ANY ACCOUNT CREDENTIALS INTO ANY TABS CREATED AFTER VISITING THESE LINKS :)

I received an email in my GMail inbox with a fake attachment image, styled to look like the real GMail attachment UI:

This linked to a page that ended up displaying a fake "you've been signed out" link, via the data:text/html... URL feature of Chrome:

wowkin2

'''Provides utility functions for encoding and decoding linestrings using the 
Google encoded polyline algorithm.
'''

def encode_coords(coords):
    '''Encodes a polyline using Google's polyline algorithm
    
    See http://code.google.com/apis/maps/documentation/polylinealgorithm.html 
    for more information.
    

wowkin2

function getLocale() {
  var lang;

  if (navigator.languages) {
    // chrome does not currently set navigator.language correctly https://code.google.com/p/chromium/issues/detail?id=101138
    // but it does set the first element of navigator.languages correctly
    lang = navigator.languages[0];
  } else if (navigator.userLanguage) {
    // IE only
    lang = navigator.userLanguage;